Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122228	ENR	Joshua G Watsun	1984-12-12	UHC-62896-70	3018601747	7627 Highland Ave, Chandler, AZ, 85204	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122229	ENR	Joshua G Watsun	1984-12-12	UHC-62896-70	3018601747	7627 Highland Ave, Chandler, AZ, 85204	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132278	ENR	Gabriel Phillips	1980-01-03	UHC-86029-01	3824476301	5932 Sage Ct Apt 26, San Antonio, TX, 78299	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-409471	CLM	Betty Mendez	1998-09-03	UHC-07773-92	—	5766 Spring St, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126471	ENR	Rssell S Fuller	1976-09-18	UHC-39766-37	8296592894	7563 Maple Ave, Phoenix, AZ, 85069	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-139695	ENR	Christian Perez	1952-11-25	UHC-25263-93	6674217649	1745 Sunset Blvd, Orlando, FL, 32815	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137817	ENR	OJunk	1961-10-13	UHC-77677-08	4522281878	7897 Palm Dr, Nashville, TN, 37276	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402214	CLM	Rebecca V Clark	2004-07-06	UHC-91106-06	3097028171	4900 Market St, San Antonio, TX, 78263	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120828	ENR	Diane C Snyder	1953-08-25	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-135786	ENR	DebraJunk	1981-02-07	UHC-22689-53	6069298672	1474 Ocean Ave, Mesa, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
CLM-403314	CLM	Beverly Flores	1948-09-02	UHC-34954-61	—	107 Pine Dr, Las Vegas, NV, 89148	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-141367	ENR	Matthew Y Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101552	ENR	Samuel E Matthews	1944-09-02	UHC-46320-28	3122669108	7941 Elm St, Plano, TX, 75044	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-411933	CLM	Ana Mejia	1990-02-18	UHC-35659-03	—	8489 River Rd, San Diego, CA, 92143	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122277	ENR	Denise X Padilla	1961-11-02	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO, 80213	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119004	ENR	Nancy Wright	1984-01-05	UHC-03765-78	6073773218	8257 Mountain View Dr, Plano, TX, 75067	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-421126	CLM	Frnces P Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105155	ENR	Melissa B Jacobs	1955-02-20	UHC-37569-88	8698779773	2514 Grand Ave, Austin, TX, 78738	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139704	ENR	Wei C Johnson	1973-02-12	UHC-77276-31	5898413733	474 Canyon Rd, Tampa, FL, 33673	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104060	ENR	Wei X Bailey	1963-09-25	UHC-00260-68	3469124284	8300 Park Pl, Mesa, AZ, 85214	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-425450	CLM	Judy K Snyder	2001-04-21	UHC-49523-70	—	4775 Baseline Rd, Austin, TX, 78741	0.60	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-412370	CLM	Charles Franklin	1997-06-08	UHC-12070-16	7468042891	3188 Cedar Ln, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127137	ENR	Teresa K Meyer	1943-03-14	UHC-07697-73	3503589022	2292 Canyon Rd, Los Angeles, CA, 90013	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137225	ENR	Cheryl N Bradley	1981-08-26	UHC-91491-21	8338027279	1119 Lake View Rd, Orlando, FL, 32858	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133307	ENR	Ashley W Richardson	1965-01-18	UHC-96287-84	8412204558	5796 Sage Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407295	CLM	Debra Rojas	1989-11-06	UHC-98536-76	—	1359 Desert Sky Blvd Apt 25, Atlanta, GA, 30359	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-130773	ENR	Deborah A Hoffman	1955-12-20	UHC-58070-09	6522655625	551 Spring St, Chandler, AZ, 85202	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-128571	ENR	Sara Harper	1997-12-08	UHC-57874-45	2158392413	7599 Oak St, Minneapolis, MN, 55447	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113276	ENR	Barbara Alvarado	1944-05-24	UHC-81114-79	8987327085	5105 Lake View Rd, Tempe, AZ, 85233	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112244	ENR	Lori Ells	2005-08-15	UHC-21885-66	8887633981	5821 Union St, Orlando, FL, 32879	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111277	ENR	Yuki R Gibson	2005-09-19	UHC-16421-67	3084509405	4005 Main St, Glendale, AZ, 85346	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430290	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr Apt 20, Chandler, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26833	PRV	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd # 279, Tampa, FL, 33622	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-103356	ENR	Ann Z Shaw	1970-06-27	UHC-79774-48	3556298164	9422 Grand Ave, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-124585	ENR	Heather JJunk	1979-10-22	UHC-85304-14	3157239515	9293 Apache Blvd, Chandler, AZ, 85240	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427773	CLM	Christine Valdez	1969-03-12	UHC-20572-11	—	8031 Union St, Houston, TX, 77012	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118500	ENR	Hannah S Robertson	1957-12-15	UHC-70400-39	7626412917	6030 Hillcrest Rd, Houston, TX, 77047	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102145	ENR	Donna G Perez	—	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.60	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427279	CLM	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133351	ENR	Aaron Palmer	2005-08-20	UHC-08236-22	3215976906	9580 Indian School Rd, Scottsdale, AZ, 85208	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-26234	PRV	Francas Diaz	1972-11-19	UHC-60722-75	6888686172	5477 Hillcrest Rd, Houston, TX	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107888	ENR	Joseph M Lee	1989-04-06	UHC-71702-95	2192072779	1096 Desert Sky Blvd, Scottsdale, AZ, 85258	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419335	CLM	Gregory F James	1971-03-22	UHC-64701-90	2062741907	8867 Hillcrest Rd, Charlotte, NC, 28249	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106445	ENR	Kayla A Williamson	2008-07-14	UHC-28782-70	4432446373	9478 Jefferson Ave, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141519	ENR	Abigail I Ruiz	1976-09-10	UHC-10453-32	9563680218	5194 Lake View Rd, Miami, FL, 33132	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102396	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132681	ENR	Karen James	2001-11-21	UHC-70063-36	3295971449	2189 Apache Blvd, Las Vegas, NV	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more

7,723 rows, page 26 of 155Previous Next